Data analysis of Mutiny fault / error injection campaign

imports

Load data

{'metric': {'__name__': 'kube_endpoint_address_available', 'endpoint': 'kube-dns', 'instance': 'kube-state-metrics.kube-system.svc.cluster.local:8080', 'job': 'kube-state-metrics', 'namespace': 'kube-system'}, 'value': [1695844307.252, '6'], 'condition': 'baselines', 'run': 'availab'}
{'metric': {'component': 'kube-controller-manager', 'instance': '192.168.100.1:10257', 'job': 'kubernetes-pods', 'kubernetes_namespace': 'kube-system', 'kubernetes_pod_name': 'kube-controller-manager-ubuntu', 'tier': 'control-plane', '__name__': 'rate process_resident_memory_bytes'}, 'value': [1695844309.506, '0'], 'condition': 'baselines', 'run': 'availab'}
                                              metric                value  \
0  {'__name__': 'kube_endpoint_address_available'...  [1695844307.252, 6]   
1  {'__name__': 'kube_endpoint_address_available'...  [1695844307.252, 2]   
2  {'__name__': 'kube_endpoint_address_available'...  [1695844307.252, 1]   
3  {'__name__': 'kube_endpoint_address_available'...  [1695844307.252, 4]   
4  {'__name__': 'kube_endpoint_address_available'...  [1695844307.252, 1]   

   condition      run  
0  baselines  availab  
1  baselines  availab  
2  baselines  availab  
3  baselines  availab  
4  baselines  availab  
Index(['metric', 'value', 'condition', 'run'], dtype='object')

Data aggregation

Visualization

Function Box Plot

Memory Plots

ALL FIELDS

changes kube_pod_container_status_restarts_total[10s]_offset_offset_time)___0


changes kube_pod_container_status_restarts_total[10s]_offset_offset_time)___0
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changes kube_pod_status_phase[10s]_offset_offset_time)_!=_0


changes kube_pod_status_phase[10s]_offset_offset_time)_!=_0
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kube_endpoint_address_available


kube_endpoint_address_available
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kube_endpoint_address_not_ready


kube_endpoint_address_not_ready
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kube_endpoint_created


kube_endpoint_created
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kube_pod_container_state_started


kube_pod_container_state_started
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kube_pod_container_status_terminated_reason


kube_pod_container_status_terminated_reason
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kube_pod_container_status_waiting_reason


kube_pod_container_status_waiting_reason
No description has been provided for this image
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kube_pod_created


kube_pod_created
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kube_pod_start_time


kube_pod_start_time
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kube_pod_status_scheduled_time


kube_pod_status_scheduled_time
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kube_replicaset_status_ready_replicas


kube_replicaset_status_ready_replicas
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kube_replicaset_status_replicas


kube_replicaset_status_replicas
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min node_filesystem_avail_bytes


min node_filesystem_avail_bytes
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min node_filesystem_free_bytes


min node_filesystem_free_bytes
No description has been provided for this image
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node_disk_io_now


node_disk_io_now
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node_filefd_allocated


node_filefd_allocated
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node_load5


node_load5
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node_memory_Buffers_bytes


node_memory_Buffers_bytes
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node_memory_Cached_bytes


node_memory_Cached_bytes
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node_memory_MemAvailable_bytes


node_memory_MemAvailable_bytes
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node_memory_MemFree_bytes


node_memory_MemFree_bytes
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node_memory_Shmem_bytes


node_memory_Shmem_bytes
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node_memory_Slab_bytes


node_memory_Slab_bytes
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node_memory_VmallocUsed_bytes


node_memory_VmallocUsed_bytes
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node_netstat_TcpExt_ListenDrops


node_netstat_TcpExt_ListenDrops
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node_netstat_TcpExt_ListenOverflows


node_netstat_TcpExt_ListenOverflows
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node_netstat_Tcp_CurrEstab


node_netstat_Tcp_CurrEstab
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node_procs_blocked


node_procs_blocked
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node_sockstat_TCP_inuse


node_sockstat_TCP_inuse
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node_sockstat_TCP_mem


node_sockstat_TCP_mem
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rate node_context_switches_total


rate node_context_switches_total
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rate process_cpu_seconds_total


rate process_cpu_seconds_total
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rate process_resident_memory_bytes


rate process_resident_memory_bytes
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sum kube_node_status_capacity_offset_offset_time)_by_ resource)


sum kube_node_status_capacity_offset_offset_time)_by_ resource)
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sum rate apiserver_request_duration_seconds_bucket


sum rate apiserver_request_duration_seconds_bucket
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sum rate apiserver_request_total


sum rate apiserver_request_total
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sum rate node_netstat_Tcp_InErrs


sum rate node_netstat_Tcp_InErrs
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sum rate node_netstat_Tcp_RetransSegs


sum rate node_netstat_Tcp_RetransSegs
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sum rate node_network_carrier_changes_total


sum rate node_network_carrier_changes_total
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sum rate node_network_receive_drop_total


sum rate node_network_receive_drop_total
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sum rate node_network_receive_errs_total


sum rate node_network_receive_errs_total
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sum rate node_network_receive_packets_total


sum rate node_network_receive_packets_total
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sum rate node_network_transmit_drop_total


sum rate node_network_transmit_drop_total
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sum rate node_network_transmit_errs_total


sum rate node_network_transmit_errs_total
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sum rate node_network_transmit_packets_total


sum rate node_network_transmit_packets_total
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sum rate rest_client_request_duration_seconds_bucket[10s]_offset_offset_time))_by_ le)


sum rate rest_client_request_duration_seconds_bucket[10s]_offset_offset_time))_by_ le)
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sum rate rest_client_requests_total


sum rate rest_client_requests_total
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sum rate workqueue_adds_total


sum rate workqueue_adds_total
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sum rate workqueue_depth


sum rate workqueue_depth
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sum rate workqueue_queue_duration_seconds_bucket


sum rate workqueue_queue_duration_seconds_bucket
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---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
Cell In[16], line 5
      3 for label, content in field_group.items():
      4     for metric in content:
----> 5         if not metric.isnumeric():
      7             print(metric)
      8             try:
      9                 # plot_metric_violin(df, metric)

AttributeError: 'float' object has no attribute 'isnumeric'